When outputs are verifiable, labels become optional.

Maths, code, and logic can be automatically checked and validated.

Let's use this fact to build a reasoning model without manual labelling.

We'll use:

– @UnslothAI for parameter-efficient finetuning.
– @HuggingFace TRL to… pic.twitter.com/0FVo2aKfSU

— Akshay 🚀 (@akshay_pachaar) 2 mai 2026

When outputs are verifiable, labels become optional. Maths, code, and logic can be automatically checked and validated. Let's use this fact to build a reasoning model without manual labelling. We'll use: – @UnslothAI for parameter-efficient finetuning.
– @HuggingFace TRL to

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